Transformer-based super-resolution for AMSR-2 thermal satellite imagery using SwinIR + Real-ESRGAN. Achieves 2× native upsampling with cascaded 8× capability and physics-aware loss functions.
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Dec 3, 2025 - Python
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swinir
Here are 14 public repositories matching this topic...
All image enhancement and restoration tools
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Jul 25, 2025 - Python
Analysis resources for the Inter IIT Tech Meet 11.0 problem statement by ISRO: The Chandrayaan Moon Mapping Challenge
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Feb 8, 2023 - Python
Production-grade Single Image Super-Resolution framework in pure PyTorch
computer-vision deep-learning pytorch transformer gan super-resolution hat image-restoration srcnn sisr diffusion-model edsr rcan esrgan diffusion-models imdn blind-super-resolution swinir generative-ai sr3
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Mar 2, 2026 - Python
ImageEditor is a PyQt5-based GUI application for advanced AI-powered image processing. It supports operations such as denoising, super-resolution, background removal, canvas resizing, and format conversion. It integrates powerful models such as SCUNet, SwinIR, and U²-Net.
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Jun 5, 2025 - Python
A modular Image Restoration framework engineered with Design Patterns (Factory, Strategy, Registry). Unifying SOTA models like SwinIR, MambaIRv2, and CWFNet for Super-Resolution and Denoising.
computer-vision design-patterns deep-learning-algorithms image-denoising image-restoration research-framework swinir mambair
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Jan 27, 2026 - Python
SwinIR (Shifted windows Image Restoration) model for SISR (Single Image Super-Resolution) task using PyTorch
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Jan 30, 2026 - Python
PyTorch implementation of our paper Road Sign Classification with Denoising Pipeline Approach
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Mar 19, 2026 - Python
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Feb 6, 2023 - Python
[ECCV] Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 3.3M runs https://replicate.com/mv-lab/swin2sr
compression computer-vision deep-learning jpeg image-processing transformer super-resolution image-denoising image-restoration denoising image-super-resolution ntire low-level-vision deblocking vision-transformer compression-artifact-reduction swinir image-sr eccv2022 swin2sr
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Aug 19, 2024 - Python
🌊 A Human-in-the-Loop workflow for creating HD images from text
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May 16, 2023 - Python
Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
pytorch super-resolution srgan restoration edsr srresnet rcan esrgan edvr basicsr stylegan2 dfdnet basicvsr swinir ecbsr
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Jul 21, 2024 - Python
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